{"id":"W161461616","doi":"10.1007/b101765_8","title":"Variables-in-Common Method","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Reduction (mathematics); Statistics; Computer science; Mathematics; Geometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002254237,0.0002003335,0.0003736006,0.00008655804,0.0000385757,0.00002282671,0.0001396164,0.0002385424,0.008358142],"category_scores_gemma":[0.0001176245,0.0001866438,0.0000838274,0.00003962069,0.00002473377,0.00002391829,0.00002346105,0.000258953,0.0005726161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009192113,"about_ca_system_score_gemma":0.00003991237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006403695,"about_ca_topic_score_gemma":0.0000171906,"domain_scores_codex":[0.9989362,0.00001690991,0.0004654559,0.0002498465,0.0001873751,0.0001442304],"domain_scores_gemma":[0.9986745,0.0007081648,0.0001325661,0.0003483835,0.00005902071,0.00007735113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001744327,0.00003145412,2.977411e-7,0.00001996656,0.000008582407,0.000003478086,0.000004767497,0.000001882021,0.000002307944,0.9570892,0.020495,0.02234131],"study_design_scores_gemma":[0.0001278356,0.000009730907,0.00004930685,0.00005229975,0.00003665883,0.000005426466,0.0000015503,0.001485006,0.00001135221,0.8817305,0.1163125,0.0001777965],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.054176e-7,0.000007537824,0.4592924,0.0002697857,0.00001337457,0.0001542112,0.00009792382,0.00007162402,0.540093],"genre_scores_gemma":[0.0002041947,0.00001121849,0.2871802,0.000325842,0.00003827515,0.00001955348,0.0001985324,0.00002564892,0.7119965],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1721122,"threshold_uncertainty_score":0.9925483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08840083868049149,"score_gpt":0.3996694630930588,"score_spread":0.3112686244125674,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}